{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Data\n",
    "x = [1e0, 1e0, 1e1, 1e1, 1e2, 1e2, 1e2]\n",
    "y = [76, 74, 78, 74, 76, 78, 72]\n",
    "labels = ['L2P [CVPR\\'22]', 'DualPrompt [ECCV\\'22]', 'CODA-Prompt [CVPR\\'23]', 'MEMO [ICLR\\'23]', 'FOSTER [ECCV\\'22]', 'DER [CVPR\\'21]', 'Ours']\n",
    "colors = ['orange', 'green', 'red', 'yellow', 'cyan', 'blue', 'red']\n",
    "sizes = [100, 100, 100, 100, 100, 100, 300]\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(x, y, s=sizes, c=colors, alpha=0.8)\n",
    "\n",
    "# Adding labels\n",
    "for i, label in enumerate(labels):\n",
    "    if label == 'Ours':\n",
    "        plt.text(x[i], y[i] + 0.5, label, ha='center', fontsize=12, weight='bold', color='red')\n",
    "    else:\n",
    "        plt.text(x[i], y[i] - 1.5, label, ha='center', fontsize=10)\n",
    "\n",
    "# Customizing the plot\n",
    "plt.xscale('log')\n",
    "plt.xlim(0.5, 200)\n",
    "plt.ylim(70, 80)\n",
    "plt.xlabel('Trainable Parameters (%)', fontsize=12)\n",
    "plt.ylabel('Average Accuracy (%)', fontsize=12)\n",
    "plt.axvline(x=10, color='gray', linestyle='--')\n",
    "plt.text(15, 71, 'Using Exemplars', fontsize=10, color='black')\n",
    "plt.title('')\n",
    "plt.grid(True, which=\"both\", ls=\"--\", linewidth=0.5)\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch_hwzhao",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
